{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Simulate 3D displacement time-series ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Go to directory: /Users/yunjunz/Documents/Paper/2019_MintPy/figs_src/phaseCorrection_order\n",
      "open timeseries file: timeseries.h5\n"
     ]
    }
   ],
   "source": [
    "## Simulate 3D displacement time-series\n",
    "\n",
    "%matplotlib inline\n",
    "import os\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from mintpy.objects import timeseries, sensor\n",
    "from mintpy.utils import readfile, writefile\n",
    "from mintpy.simulation import simulation as sim\n",
    "from mintpy.defaults.plot import *\n",
    "\n",
    "work_dir = os.path.expanduser('~/Documents/Paper/2019_MintPy/figs_src/phaseCorrection_order')\n",
    "os.chdir(work_dir)\n",
    "print('Go to directory: '+work_dir)\n",
    "\n",
    "# reference timeseries file for temp/perp baselines\n",
    "proj_dir = os.path.expanduser('~/data/Galapagos/AlcedoSenDT128/mintpy')\n",
    "ts_file         = os.path.join(proj_dir, 'timeseries.h5')\n",
    "water_mask_file = os.path.join(proj_dir, 'waterMask.h5')\n",
    "sensorName = sensor.project_name2sensor_name(ts_file)[0]\n",
    "\n",
    "ts_obj = timeseries(ts_file)\n",
    "ts_obj.open()\n",
    "pbase = np.array(ts_obj.pbase)\n",
    "tbase = np.array(ts_obj.tbase)\n",
    "date_list = ts_obj.get_date_list()\n",
    "\n",
    "num_date = len(date_list)\n",
    "length = ts_obj.length\n",
    "width = ts_obj.width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 1D displacement - one pixel\n",
    "ts_sim = sim.sim_variable_timeseries(tbase, display=False)\n",
    "\n",
    "# plot\n",
    "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=[12, 3])\n",
    "ax1.plot(tbase, pbase, '-ko', alpha=0.8, lw=1, ms=marker_size, mfc='orange')\n",
    "ax2.plot(tbase, ts_sim * 100., '--')\n",
    "for ax in [ax1, ax2]:\n",
    "    ax.set_xlabel('Time [day]', fontsize=font_size)\n",
    "    ax.tick_params(which='both', direction='in', labelsize=font_size, bottom=True, top=True, left=True, right=True)\n",
    "ax1.set_ylabel('Displacement (cm)', fontsize=font_size)\n",
    "ax2.set_ylabel('Perpendicular Baseline (m)',fontsize=font_size)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 2D displacement - spatial pattern from deformation source (check_board / mogi)\n",
    "water_mask = readfile.read(water_mask_file)[0]\n",
    "pattern = 'mogi' # 'check_board', 'mogi'\n",
    "\n",
    "if pattern == 'check_board':\n",
    "    grid_step = 100     # pixel number\n",
    "    unit_pattern = sim.check_board(water_mask, grid_step, display=True)\n",
    "\n",
    "elif pattern == 'mogi':\n",
    "    resolution = 60.\n",
    "    source_geom = (360 * resolution,     # m\n",
    "                   310 * resolution,     # m\n",
    "                   2e3,                  # m\n",
    "                   100e6)                # m^3\n",
    "    unit_pattern = sim.mogi_los(water_mask,\n",
    "                                source_geom,\n",
    "                                resolution=resolution,\n",
    "                                display=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "create timeseries HDF5 file: sim_displacement.h5 with w mode\n",
      "create dataset /timeseries of float32    in size of (98, 646, 729) with compression=lzf\n",
      "create dataset /dates      of |S8        in size of (98,)\n",
      "create dataset /bperp      of float32    in size of (98,)\n",
      "finished writing to sim_displacement.h5\n",
      "save simulated displacement to file sim_displacement.h5\n"
     ]
    }
   ],
   "source": [
    "## 3D displacement - 1D * 2D\n",
    "out_file = 'sim_displacement.h5'\n",
    "if not os.path.isfile(out_file):\n",
    "    ts_data = np.zeros((num_date, length, width), np.float32)\n",
    "    for i in range(num_date):\n",
    "        ts_data[i, :, :] = ts_sim[i] * unit_pattern\n",
    "    ts_data[np.isnan(ts_data)] = 0.\n",
    "    writefile.write(ts_data, out_file=out_file, ref_file=ts_file, compression='lzf')\n",
    "    print('save simulated displacement to file', out_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "run view.py in MintPy release version v1.2beta-72, release date 2019-12-27\n",
      "input file is timeseries file: /Users/yunjunz/Documents/Paper/2019_MintPy/figs_src/phaseCorrection_order/sim_displacement.h5 in float32 format\n",
      "file size in y/x: (646, 729)\n",
      "num of datasets in file sim_displacement.h5: 98\n",
      "datasets to exclude (0):\n",
      "[]\n",
      "datasets to display (98):\n",
      "['timeseries-20141213', 'timeseries-20141225', 'timeseries-20150307', 'timeseries-20150319', 'timeseries-20150331', 'timeseries-20150412', 'timeseries-20150424', 'timeseries-20150506', 'timeseries-20150518', 'timeseries-20150530', 'timeseries-20150611', 'timeseries-20150623', 'timeseries-20150717', 'timeseries-20150729', 'timeseries-20150822', 'timeseries-20150903', 'timeseries-20150915', 'timeseries-20150927', 'timeseries-20151009', 'timeseries-20151021', 'timeseries-20151102', 'timeseries-20151114', 'timeseries-20151126', 'timeseries-20151208', 'timeseries-20151220', 'timeseries-20160101', 'timeseries-20160113', 'timeseries-20160125', 'timeseries-20160206', 'timeseries-20160218', 'timeseries-20160301', 'timeseries-20160406', 'timeseries-20160418', 'timeseries-20160430', 'timeseries-20160512', 'timeseries-20160524', 'timeseries-20160605', 'timeseries-20160629', 'timeseries-20160711', 'timeseries-20160723', 'timeseries-20160804', 'timeseries-20160816', 'timeseries-20160828', 'timeseries-20160909', 'timeseries-20160921', 'timeseries-20161003', 'timeseries-20161015', 'timeseries-20161027', 'timeseries-20161108', 'timeseries-20161120', 'timeseries-20161202', 'timeseries-20161214', 'timeseries-20161226', 'timeseries-20170107', 'timeseries-20170119', 'timeseries-20170131', 'timeseries-20170212', 'timeseries-20170224', 'timeseries-20170308', 'timeseries-20170320', 'timeseries-20170401', 'timeseries-20170413', 'timeseries-20170425', 'timeseries-20170507', 'timeseries-20170519', 'timeseries-20170531', 'timeseries-20170612', 'timeseries-20170624', 'timeseries-20170706', 'timeseries-20170718', 'timeseries-20170730', 'timeseries-20170811', 'timeseries-20170823', 'timeseries-20170904', 'timeseries-20170916', 'timeseries-20170928', 'timeseries-20171010', 'timeseries-20171022', 'timeseries-20171103', 'timeseries-20171115', 'timeseries-20171127', 'timeseries-20171209', 'timeseries-20171221', 'timeseries-20180102', 'timeseries-20180114', 'timeseries-20180126', 'timeseries-20180207', 'timeseries-20180219', 'timeseries-20180303', 'timeseries-20180315', 'timeseries-20180327', 'timeseries-20180408', 'timeseries-20180420', 'timeseries-20180502', 'timeseries-20180514', 'timeseries-20180526', 'timeseries-20180607', 'timeseries-20180619']\n",
      "data   coverage in y/x: (0, 0, 729, 646)\n",
      "subset coverage in y/x: (0, 0, 729, 646)\n",
      "data   coverage in lat/lon: None\n",
      "subset coverage in lat/lon: None\n",
      "------------------------------------------------------------------------\n",
      "colormap: jet\n",
      "change disp_unit = radian due to rewrapping\n",
      "DESCENDING orbit -> flip left-right\n",
      "figure title: sim_displacement_wrap\n",
      "figure size : [15.0, 8.0]\n",
      "dataset number: 98\n",
      "row     number: 8\n",
      "column  number: 13\n",
      "figure  number: 1\n",
      "number of data points per figures: 4.9E+07\n",
      "multilook with a factor of 2 for display\n",
      "----------------------------------------\n",
      "Figure 1 - sim_displacement_wrap.png\n",
      "re-wrapping data to [-3.141592653589793, 3.141592653589793]\n",
      "data    range: [-3.141592531633907, 3.141592531633907] radian\n",
      "display range: [-3.141592653589793, 3.141592653589793] radian\n",
      "plotting ...\n",
      "[==================================================] timeseries-20180619    2s /     0s \n",
      "data    range: [-3.141592531633907, 3.141592531633907] radian\n",
      "display range: [-3.141592653589793, 3.141592653589793] radian\n",
      "show colorbar\n",
      "showing ...\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 99 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mintpy import view\n",
    "scp_args = ' {} --wrap '.format(out_file)\n",
    "view.main(scp_args.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
